Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136546	ENR	Charlotte A Powell	1987-10-20	UHC-60454-65	7032493841	2491 Washington St, Nashville, TN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110863	ENR	Sarah A Robertson	1966-04-14	UHC-40324-67	2789414185	4444 Jefferson Ave, Columbus, OH, 43258	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139821	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-139822	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-133650	ENR	Albert Freeman	1967-11-21	UHC-38009-44	5953976960	587 Willow Ct, Nashville, TN, 37240	0.42	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-107391	ENR	Lauren Q Hakins	—	UHC-71458-08	6494807881	6596 Elm St, Denver, CO, 80298	0.42	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109136	ENR	Eric B Bishop	1951-02-13	UHC-06958-31	9337482880	1104 Hillcrest Rd, Minneapolis, MN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108796	ENR	Charlotte Perry	1999-02-08	UHC-98299-40	2319123024	5053 Jefferson Ave, Las Vegas, NV, 89167	0.42	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118070	ENR	Mateo B Ramirez	1994-05-14	UHC-28099-67	4642423455	249 Mountain View Dr, San Antonio, TX, 78279	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119513	ENR	Sarah X Grant	1939-06-16	UHC-62692-11	3072641073	5840 Valley View Dr, Tucson, AZ, 85712	0.42	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128280	ENR	Diana Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St Apt 25, Scottsdale, AZ, 85244	0.42	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109895	ENR	Joshua Turner	2005-08-27	UHC-57288-86	4086696990	7345 Cedar Ln, Eden Prairie, MN, 55377	0.42	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-125407	ENR	Kathleen E Santos	1956-12-09	UHC-88039-83	7267525817	367 Oak St, Nashville, TN, 37296	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139687	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ, 85793	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120680	ENR	Margaret Bailley	1998-02-27	UHC-26153-91	—	3713 Cedar Ln, Gilbert, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-132620	ENR	Nancy Z Rios	1978-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.44	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-112788	ENR	Helen Ward	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.44	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-113563	ENR	Bruce C Morris	1986-01-18	UHC-33350-17	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103074	ENR	Frank Santiago	1946-02-25	UHC-15366-30	2686214170	4144 Desert Sky Blvd, Tampa, FL, 33686	0.44	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-121051	ENR	Bily Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103718	ENR	Diego Valdez	1962-04-06	UHC-00431-81	—	315 Palm Dr, Tucson, AZ	0.44	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-111554	ENR	Timothy P Weber	2001-09-27	UHC-91272-09	—	3400 Park Pl, Scottsdale, AZ	0.44	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119488	ENR	Isabella U Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd # 188, Tempe, AZ, 85238	0.44	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-116127	ENR	Juie Sullivan	1979-09-27	UHC-95420-85	—	5655 Union St, Las Vegas, NV	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
ENR-106044	ENR	Randy Murray	2001-09-26	UHC-92433-34	9045989786	1777 Central Ave, Miami, FL, 33117	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-120279	ENR	Scott Guzman	1989-02-04	UHC-03230-14	3716428266	2262 Cedar Ln, Tampa, FL	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-105153	ENR	Timothy H Rivera	1946-03-08	UHC-26841-12	9212725890	5323 Canyon Rd, Scottsdale, AZ, 85236	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-129154	ENR	Joseph M Daniiels	1995-07-13	UHC-26322-25	8167990088	9477 Bayshore Dr, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-142678	ENR	Isabbella Gordon	2007-08-24	UHC-44059-85	—	752 Mountain View Dr, Los Angeles, CA	0.44	Name split from “Last, First”Two-digit birth year ZIP missing Gender normalised
ENR-127264	ENR	Carol X Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-106041	ENR	Amber White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-119401	ENR	Sophia P Dunn	1968-06-01	—	3682036313	3089 Grand Ave # 798, Miami, FL, 33123	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-128529	ENR	Jacqueline Stone	1970-04-24	UHC-69765-49	8124567795	607 Apache Blvd, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-103640	ENR	Theresa M Weaver	2001-03-15	UHC-34492-56	6742434258	1689 Indian School Rd, Tampa, FL, 33682	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-127999	ENR	Alan Lynch	1993-06-03	—	8462609334	8507 Bayshore Dr, Tampa, FL, 33662	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-107224	ENR	Sandra E Owens	1978-11-16	UHC-89246-62	8853856982	6957 Bayshore Dr, Seattle, WA, 98175	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-114125	ENR	Alice A McDonald	1963-06-01	UHC-51908-02	9589190958	4905 Jefferson Ave, Tucson, AZ, 85722	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-131356	ENR	Roger Fox	1990-07-18	UHC-96985-70	6404148100	5466 Maple Ave # 686, Tampa, FL, 33680	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-119598	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-119597	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-102299	ENR	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	1269 Sage Ct, Tempe, AZ, 85283	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-140915	ENR	Donald D Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St, San Antonio, TX	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138859	ENR	Robert W Jacobs	1971-01-14	UHC-66748-29	5938408570	7254 Central Ave, Atlanta, GA, 30335	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-122842	ENR	Bryan Gordon	—	UHC-04003-37	7232021397	1344 Ocean Ave, Glendale, AZ, 85326	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-114943	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-114942	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-107316	ENR	Jack V Bowman	1974-02-24	UHC-76339-06	—	6010 Broadway, Plano, TX, 75013	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+5 more
ENR-119233	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave, Houston, TX, 77030	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-113200	ENR	Teresa Santos	1959-12-22	UHC-28319-23	9576359236	194 Oak St, Dallas, TX, 75256	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

7,326 rows, page 13 of 147Previous Next